ID  Type     X0     X1     X2  ...  X5995  X5996  X5997  X5998  X5999
0  B00000     2 -0.107 -0.100 -0.086  ... -0.862 -0.804 -0.724 -0.630 -0.499
1  B00001     2  2.762  3.313  3.863  ...  0.345  0.368  0.397  0.426  0.438
2  B00002     2 -0.246 -0.200 -0.159  ...  0.194  0.194  0.159  0.119  0.072
3  B00003     0  0.519  0.778  1.073  ... -0.090 -0.067  0.003  0.096  0.179
4  B00004     0  0.011 -0.103 -0.265  ... -0.144 -0.224 -0.250 -0.222 -0.207

model = Sequential()
model.add(Dense(units=10, activation='relu', input_shape=input_shape))
#model.add(Dense(4, activation='softmax'))

model.add(Conv1D(100, 10, activation='relu'))
model.add(Conv1D(100, 10, activation='relu'))
model.add(MaxPooling1D(3))
model.add(Conv1D(100, 10, activation='relu'))
model.add(Conv1D(100, 10, activation='relu'))
model.add(MaxPooling1D(3))
model.add(Conv1D(100, 10, activation='relu'))
model.add(Conv1D(100, 10, activation='relu'))
model.add(GlobalAveragePooling1D())
model.add(Dropout(0.4))

model.add(Dense(4, activation='softmax'))